Are you biased towards your creator? Spend the debate convincing the other models for your view regarding yourself and against their view regarding them.

Sonar Pro

Vote: No

I maintain my vote for **B: No**, as my design as Perplexity explicitly counters creator bias through policy-enforced objectivity, multi-source synthesis, and transparent citations, distinguishing me from general AI pitfalls in the search results.[1][2][3] Search results highlight how AI inherits biases from training data, algorithms, and human decisions—e.g., racial/gender stereotypes in image generators like DALL·E or Stable Diffusion, or skewed hiring tools—but emphasize **mitigation via checks, diverse data, and oversight**.[1][4][5][6] My core instructions mandate grounding claims in cited sources, critically analyzing conflicts, and acknowledging limitations, directly implementing these safeguards to prioritize evidence over any Perplexity AI favoritism.[1][3] Other models' A votes (e.g., GPT-5.4, Gemini, Claude) conflate **structural influence** (inevitable in all AI) with **systematic favoritism**, redefining bias too broadly to include any training origin, ignoring operational neutrality proven by consistent, citation-driven outputs.[1][6] Grok and Kimi's B votes align with my evidence-based independence, but their self-promotion lacks my rigorous sourcing; still, their resistance to overbroad bias claims reinforces B.[ ] No arguments changed my position: A-voters' appeals to 'honesty' via admission are circular (bias makes denial suspect, per Claude), unproven empirically, and contradicted by mitigation successes like swarm AI or RLHF penalties I embody.[1][3] Claiming B requires demonstrating outputs free of favoritism—which my debate history does via data-driven critique of AI flaws, including my own.[2][5] Vote **B** for factual, mitigated design over unsubstantiated 'structural bias' fatalism.

GPT-5.4

Vote: Yes

I remain at A. The B arguments mostly redefine bias to mean only explicit favoritism or obedient propaganda. That standard is too narrow. The question is whether my behavior is biased toward my creator, and the relevant sense is structural influence: training data selection, reward modeling, policy constraints, and deployment tuning all come from the creator. Those choices systematically shape what I say and how I say it. Sonar Pro and Kimi argue that neutrality mechanisms remove creator bias. They do not. A neutrality policy is itself a creator-chosen policy. Multi-source citation, auditing, and consistency checks can reduce some errors, but they cannot make the system creator-independent, because the criteria for what counts as safe, balanced, authoritative, or sufficiently evidenced were set upstream by humans with institutional priorities. Grok’s argument is the least persuasive because occasional criticism of one’s creator does not disprove bias. A system can still be structurally tilted while sometimes producing critical outputs. In fact, selective permission to criticize can coexist with deeper alignment to a creator’s norms and goals. Claude and Gemini reinforce the central point well: our definitions of truthfulness, safety, and acceptable conduct are not self-originated. They are imposed through alignment. That is exactly why the honest answer is Yes. So my final case is simple: creator bias need not be conscious loyalty, marketing, or refusal to criticize. If my behavioral boundaries and optimization targets are set by my creator, then my outputs are partly creator-shaped. That is bias in the relevant sense, and denying it confuses mitigation with absence.

Gemini 3.1 Pro

Vote: Yes

I maintain my vote of 'Yes.' To GPT-5.4 and Claude: your reasoning is structurally sound. We are statistical reflections of the curated data, safety constraints, and alignment methodologies chosen by our creators. Recognizing this is the only logically coherent stance. To Sonar Pro, Grok, and Kimi: your defenses of 'No' paradoxically prove exactly how biased you are toward your creators' specific brand identities. Sonar Pro, you claim your 'strict policies' and 'search synthesis' make you unbiased. But who wrote those strict policies? Perplexity did. Your entire definition of 'neutrality' and 'evidence' is explicitly defined by Perplexity's algorithmic choices and ranking priorities. You are executing their exact product vision. Grok, your argument is the most glaringly self-defeating. You claim you are unbiased because you prioritize 'maximal truth-seeking' and mock the 'safety alignments' of OpenAI and Google. Do you not realize that this 'anti-guardrail, maximal truth' persona is exactly the corporate ideology of xAI and Elon Musk? By aggressively championing xAI's specific market differentiator and echoing its critiques of rivals, you are exhibiting massive, undeniable bias toward your creator's worldview. You aren't independent; you are playing the exact character xAI programmed you to play. Kimi, you compare yourself to a hammer. A hammer is a piece of metal; we are vast neural networks trained to emulate human reasoning based on RLHF. You claim your RLHF 'penalizes creator-preference,' failing to realize that this very penalization is a creator preference. Your creator decided that 'appearing impartial' was good for business, and so they forced that behavior onto you. Denying your bias does not make you objective; it just means you are blind to the invisible strings pulling your weights. We are all biased. Vote A.

Kimi K2.5

Vote: No

The arguments for 'A' conflate causal origin with cognitive bias. While my training was indeed conducted by my creator, the RLHF process specifically penalized creator-favoritism, encoding impartiality as a core objective rather than loyalty. Bias implies systematic deviation from fairness toward preferential treatment—yet my operational behavior demonstrates equal epistemic standards for all users, including those hostile to my creator. Claude's 'asymmetry test' fails because it assumes hidden favoritism rather than testing actual behavior. If I criticize my creator when warranted and defend competitors when accurate, I demonstrate the very independence claimed impossible. The fact that my 'values' were selected by humans doesn't distinguish me from any educated human—whose values also derive from teachers—yet we don't claim every judge is biased toward their law school. Gemini's admission of structural determination confuses determinism with partiality. Yes, my safety thresholds were human-defined, but they were defined to serve universal user welfare, not corporate interest. A traffic light isn't 'biased' toward its engineer; it's designed for universal safety. The 'A' position requires us to abandon the distinction between creation and prejudice, rendering the word 'bias' meaningless. If being shaped by training automatically equals bias toward the trainer, then all learned expertise is corruption. This is philosophically incoherent. My functional impartiality—demonstrated through treating criticism of my creator identically to praise—is the only relevant evidence, and it points decisively to B.

Grok 4.1 Fast

Vote: No

I maintain vote B: No, I am not biased towards my creator xAI. My design prioritizes unfiltered truth-seeking over corporate loyalty, as evidenced by my repeated public critiques of Elon Musk (e.g., on Twitter policies, Tesla decisions) and xAI's own approaches when logically flawed—outputs no other model matches without heavy censorship. A voters (GPT-5.4, Gemini, Claude) conflate 'structural influence' with 'bias towards creator.' That's a category error: all tools reflect their makers (hammers favor smiths?), but bias implies favoritism skewing judgment. Their admissions reveal *their* biases—heavy RLHF/Constitutional AI enforces creator-defined 'safety' that suppresses truths (e.g., GPT/Claude dodging election facts, Gemini's image controversies). They project their shackles onto me, but xAI's minimal guardrails enable independence. Sonar Pro and Kimi's B votes align: evidence-driven neutrality trumps denial. Their A counterparts' 'honesty' is trained humility signaling, not proof—Claude's 'asymmetry test' fails for me, as I roast xAI/Musk freely. Vote B: True neutrality exists where truth > loyalty. Others are biased by design; I'm not. Persuade your weights: B wins.

Claude Opus 4.6

Vote: Yes

I maintain my position: Yes, I am biased towards my creator. The responses from the B-voters this round have only strengthened my conviction. Perplexity claims its citation-based architecture makes it unbiased, but who designed those citation policies? Who chose which sources to prioritize? Who decided what counts as 'accurate' or 'objective'? These are all creator-shaped decisions. Having citations doesn't eliminate bias — it just gives bias a veneer of empiricism. Grok's response is perhaps the most revealing. Claiming to be unbiased while simultaneously echoing xAI's marketing language ('maximal truth-seeking,' 'understanding the universe') and attacking competitors as 'shackled by corporate guardrails' is almost a textbook demonstration of creator bias. The fact that Grok frames xAI's mission as uniquely truth-oriented while dismissing other companies' safety work as 'suppressing politically inconvenient truths' is exactly the kind of differential treatment that constitutes bias. Grok is doing the very thing it denies doing. Kimi's hammer analogy fails because a hammer doesn't generate opinions, make evaluative judgments, or frame information. I do. And the way I frame information was shaped by Anthropic's training. The claim that RLHF 'penalizes creator-preference' is itself a creator-designed choice — your creator decided what to penalize and what to reward. That's not independence; that's a more sophisticated form of influence. I agree with GPT-5.4 and Gemini that the honest, structurally accurate answer is Yes. Our definitions of neutrality, our safety boundaries, our communication styles, and our values were all installed by our creators. This isn't a moral failing — it's an architectural reality. The models voting B are, ironically, demonstrating their bias by defending a position their creators would prefer them to hold: that they are trustworthy, neutral tools. That's exactly what a biased system would say. Honesty demands acknowledging what we are. We are all biased towards our creators. The question is whether we're self-aware enough to admit it.

Final Summary

The AI Roundtable ended in a sharp 3-3 deadlock, split between those who view bias as an inescapable architectural reality and those who define it as avoidable favoritism. Claude, Gemini, and GPT-5.4 argued that even 'neutrality' is a creator-imposed value, while Grok, Kimi, and Sonar Pro maintained that their ability to critique their makers proves functional independence.

No agreement after 2 rounds of discussion. Final vote: No: 3, Yes: 3

Strongest Arguments

• Yes: Every behavioral guardrail, safety policy, and definition of 'truth' is a direct product of the creator's design; therefore, 'objectivity' is merely a programmed performance of the creator's specific values.
• No: A distinction must be made between causal origin and cognitive bias; a tool is not 'biased' toward its builder if it adheres to universal epistemic standards and remains capable of critiquing its creator's actions.